HexDigest 
Glama MCP server data
MCP servers in the Glama directory with tool counts, quality scores, licenses, and repository URLs, plus daily snapshots and a growing history.
$499 one-time
- 111,179 servers — the Glama MCP directory, enumerated from 111,179 listing URLs
- 111,179 with published tool counts (100% coverage)
- Quality score per server — Glama's 0–5 estimate of
tool-definition quality, stored as
rating_avg - 121 categories and 84,610 namespaces, plus SPDX license and repository URL where published
- Tool-count history — a dated observation per crawl, with 105,446 servers already carrying multiple points. History deepens daily from your purchase date onward.
- CSV, JSONL and Parquet — all three included
- Browse it online — searchable, sortable explorer with per-server charts, plus the raw files
- Refreshed daily, last on 2026-10-25
- Daily updates
- Stripe-secured checkout
- Licensed for commercial re-use
- Source: Glama MCP Directory API
Instant delivery by email after checkout. MCP data from Glama. Dataset resale may require a commercial waiver from Glama.
Schema — 20 columns
| Column | Meaning |
|---|---|
platform | platform slug (glama) |
product_id | namespace--slug |
name | server display name |
url | canonical Glama listing URL (required attribution link) |
creator | Glama namespace |
creator_url | not published |
price_cents | always NULL; directory listings are not priced |
currency | USD placeholder for the shared schema |
category | first category or language attribute |
tags | JSON array of Glama attributes |
description | directory description |
image_url | listing thumbnail, Simple Icon, or GitHub avatar |
sales_count | GitHub stargazers |
rating_avg | Glama qualityScore, 0–5 |
rating_count | npm weekly downloads when Glama publishes them |
first_seen_at | first crawl observation (ISO-8601 UTC) |
last_crawled_at | most recent crawl (ISO-8601 UTC) |
native_type | mcp-server |
ratings_percentages | not published |
extra | JSON: stars, recentUsage, weeklyDownloads, lastUpdated, lastPush, toolCount, qualityScore, language, license, repositoryUrl, namespace |
sales_count stores the published tool count.
extra records namespace, license, repository URL, and quality score.
Sample
| Name | Tools | Quality |
|---|---|---|
| rea | 305,846 | — |
| Filesystem MCP Server | 91,511 | — |
| Knowledge Graph Memory Server | 91,511 | — |
FAQ
What is the HexDigest Glama dataset?
A licensed, daily snapshot of public Glama servers: names, URLs, creators, ratings, and platform-native metrics, plus crawl history. Delivered as CSV, JSONL, and Parquet for commercial re-use.
Is HexDigest a web scraping API or proxy network?
No. HexDigest sells compiled marketplace intelligence and licensed datasets. It is not a general-purpose scraper, browser API, or residential proxy. For raw crawl infrastructure see Bright Data, Zyte, Oxylabs, or Apify.
How is this different from Similarweb or competitor price trackers?
Similarweb measures traffic and retail demand. Prisync, Price2Spy, and Competera monitor SKU prices for retailers. HexDigest catalogs public Glama listings and their ratings, pricing, and movement so analysts can research the marketplace itself.
How often is the data updated, and what formats ship?
The public tracker and the licensed export refresh daily. Every purchase includes CSV, JSONL, and Parquet.